Overview

Dataset statistics

Number of variables34
Number of observations884
Missing cells9597
Missing cells (%)31.9%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory915.9 KiB
Average record size in memory1.0 KiB

Variable types

CAT24
NUM8
UNSUPPORTED1
BOOL1

Reproduction

Analysis started2020-06-21 12:10:18.538239
Analysis finished2020-06-21 12:10:39.985700
Versionpandas-profiling v2.5.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
dni has a high cardinality: 858 distinct values High cardinality
area_estudio has a high cardinality: 101 distinct values High cardinality
titulacion has a high cardinality: 125 distinct values High cardinality
institucion_acogida has a high cardinality: 153 distinct values High cardinality
practicas_empresa has a high cardinality: 54 distinct values High cardinality
practicas_beca is highly correlated with practicas_duracion_mesesHigh Correlation
practicas_duracion_meses is highly correlated with practicas_becaHigh Correlation
institucion_acogida has 57 (6.4%) missing values Missing
estudios_duracion_meses has 57 (6.4%) missing values Missing
estudios_comienzo_mes has 57 (6.4%) missing values Missing
estudios_num_creditos_ects has 57 (6.4%) missing values Missing
estudios_beca has 57 (6.4%) missing values Missing
practicas_pais has 827 (93.6%) missing values Missing
practicas_empresa has 827 (93.6%) missing values Missing
practicas_empresa_tam has 827 (93.6%) missing values Missing
practicas_empresa_tipo has 827 (93.6%) missing values Missing
practicas_duracion_meses has 827 (93.6%) missing values Missing
practicas_comienzo_mes has 827 (93.6%) missing values Missing
practicas_num_creditos_ects has 827 (93.6%) missing values Missing
practicas_beca has 827 (93.6%) missing values Missing
eilc_sms_beca has 877 (99.2%) missing values Missing
eilc_smp_beca has 884 (100.0%) missing values Missing
eilc_sms_duracion has 877 (99.2%) missing values Missing
estudios_pais has 57 (6.4%) missing values Missing
eilc_smp_beca is an unsupported type, check if it needs cleaning or further analysis Rejected

Variables

id
Real number (ℝ≥0)

UNIQUE
Distinct count884
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2116.859728506787
Minimum663
Maximum3542
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum663
5-th percentile803.6
Q11331.75
median2117
Q32893.5
95-th percentile3415.85
Maximum3542
Range2879
Interquartile range (IQR)1561.75

Descriptive statistics

Standard deviation868.1467815
Coefficient of variation (CV)0.4101106794
Kurtosis-1.285850559
Mean2116.859729
Median Absolute Deviation (MAD)757.6447964
Skewness-0.01393240133
Sum1871304
Variance753678.8342
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 663. 3542.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2041 1 0.1%
 
2830 1 0.1%
 
803 1 0.1%
 
2847 1 0.1%
 
798 1 0.1%
 
797 1 0.1%
 
2843 1 0.1%
 
2842 1 0.1%
 
2841 1 0.1%
 
2839 1 0.1%
 
Other values (874) 874 98.9%
 
ValueCountFrequency (%) 
663 1 0.1%
 
664 1 0.1%
 
666 1 0.1%
 
667 1 0.1%
 
670 1 0.1%
 
ValueCountFrequency (%) 
3542 1 0.1%
 
3541 1 0.1%
 
3540 1 0.1%
 
3539 1 0.1%
 
3527 1 0.1%
 

curso
Categorical

Distinct count6
Unique (%)0.7%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
2012/2013
189
2010/2011
184
2011/2012
156
2007/2008
124
2009/2010
121
ValueCountFrequency (%) 
2012/2013 189 21.4%
 
2010/2011 184 20.8%
 
2011/2012 156 17.6%
 
2007/2008 124 14.0%
 
2009/2010 121 13.7%
 
2008/2009 110 12.4%
 

Length

Max length9
Mean length9
Min length9
ValueCountFrequency (%) 
Decimal_Number 7 87.5%
 
Other_Punctuation 1 12.5%
 
ValueCountFrequency (%) 
Common 8 100.0%
 
ValueCountFrequency (%) 
ASCII 8 100.0%
 

dni
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count858
Unique (%)97.1%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
d638d7e6aa55b464ea74fe2d9000af0701dac7e01c5fc084b1931511eaa5a93912bac9c41fba88c0aabfcb4c022c2922101464118d18cb6b70791bfd0f869e53
 
2
d776399d18476342f298c4798d26330d1b5cc36e3543a1e58484eb1f200bc2744917f6c79febf8a99b6d82eb03fdb2c6bf1170a693ed92d64cfd295b7b26dbab
 
2
7d4e42573668929aba9a15884dcf52d10c2aa16e229c4bac8fd0cd7a2d3a06ee4039ad40e8b9646ee0696c479d84b5251eb748ae810e4d1891e82236eb0ed4e5
 
2
aa961426d562d7c36c2c70b4d272542a3c8ea630af4ee6036d1cd2b61e720f2a39511dd2d807292621d10eef964bffd643f77ce020484bb65e55af2494dc2032
 
2
8c6e9b7a47c3478225ef261d8a1058ce518a01ce5124515ec726e6032f3599d66659c139932cfcb90cd665700506399bc37a2afb2be62a543c3bce27b8291a3a
 
2
Other values (853)
874
ValueCountFrequency (%) 
d638d7e6aa55b464ea74fe2d9000af0701dac7e01c5fc084b1931511eaa5a93912bac9c41fba88c0aabfcb4c022c2922101464118d18cb6b70791bfd0f869e53 2 0.2%
 
d776399d18476342f298c4798d26330d1b5cc36e3543a1e58484eb1f200bc2744917f6c79febf8a99b6d82eb03fdb2c6bf1170a693ed92d64cfd295b7b26dbab 2 0.2%
 
7d4e42573668929aba9a15884dcf52d10c2aa16e229c4bac8fd0cd7a2d3a06ee4039ad40e8b9646ee0696c479d84b5251eb748ae810e4d1891e82236eb0ed4e5 2 0.2%
 
aa961426d562d7c36c2c70b4d272542a3c8ea630af4ee6036d1cd2b61e720f2a39511dd2d807292621d10eef964bffd643f77ce020484bb65e55af2494dc2032 2 0.2%
 
8c6e9b7a47c3478225ef261d8a1058ce518a01ce5124515ec726e6032f3599d66659c139932cfcb90cd665700506399bc37a2afb2be62a543c3bce27b8291a3a 2 0.2%
 
db55969ba692a78fe04374c1ab85bf5b02536dc66d5b1425b584af7030ca19f9991255850a6f564663b03b53534f97f2039e0bf797aafc94d1b2a1370cd57e51 2 0.2%
 
86ee3bc0760e9cd7d9115e1d087c21a23fa086bfb73f18eb19c644781fcec10a7d11a32e0807a8c06332be73f593e8299377f3e6c89a3164c8c2875ab75bc9b8 2 0.2%
 
9030fbfbe3f5e88ccdf432098d2de7ed1aa762ec938949dadba143378f554a3f15341603d40d56807c1a2257183f2b3d302c9a718d1067d33fadf4bd146010ee 2 0.2%
 
e5f018a6cd1e43e588a888801c6364f9e3bfd0852641c6f08608f4be9a750304268e3d98aea0d62bac856fc2321c0e728f4cd3942737ebeef5a7236265dbb570 2 0.2%
 
cd88bf85b0a78494a86972a9772df7b6a96b8220b3c2c9b0d56345c5138dba543d2f573c93fdf00319577467481b483b9499c0fe67a94af54d470bbb520518a5 2 0.2%
 
Other values (848) 864 97.7%
 

Length

Max length128
Mean length128
Min length128
ValueCountFrequency (%) 
Decimal_Number 10 62.5%
 
Lowercase_Letter 6 37.5%
 
ValueCountFrequency (%) 
Common 10 62.5%
 
Latin 6 37.5%
 
ValueCountFrequency (%) 
ASCII 16 100.0%
 

edad
Real number (ℝ≥0)

Distinct count17
Unique (%)1.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21.807692307692307
Minimum18
Maximum39
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum18
5-th percentile19
Q120
median21
Q323
95-th percentile26
Maximum39
Range21
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.419088794
Coefficient of variation (CV)0.1109282339
Kurtosis5.350932347
Mean21.80769231
Median Absolute Deviation (MAD)1.80290637
Skewness1.64364964
Sum19278
Variance5.851990592
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[18. 18.5 22.5 23.5 25.5 28.5 31.5 39. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20 174 19.7%
 
22 156 17.6%
 
21 152 17.2%
 
19 124 14.0%
 
23 111 12.6%
 
24 61 6.9%
 
25 45 5.1%
 
26 21 2.4%
 
27 11 1.2%
 
28 9 1.0%
 
Other values (7) 20 2.3%
 
ValueCountFrequency (%) 
18 3 0.3%
 
19 124 14.0%
 
20 174 19.7%
 
21 152 17.2%
 
22 156 17.6%
 
ValueCountFrequency (%) 
39 1 0.1%
 
36 1 0.1%
 
32 2 0.2%
 
31 3 0.3%
 
30 5 0.6%
 

sexo
Categorical

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
H
459
M
425
ValueCountFrequency (%) 
H 459 51.9%
 
M 425 48.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Uppercase_Letter 2 100.0%
 
ValueCountFrequency (%) 
Latin 2 100.0%
 
ValueCountFrequency (%) 
ASCII 2 100.0%
 

nacionalidad
Categorical

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
ES
883
RO
 
1
ValueCountFrequency (%) 
ES 883 99.9%
 
RO 1 0.1%
 

Length

Max length2
Mean length2
Min length2
ValueCountFrequency (%) 
Uppercase_Letter 4 100.0%
 
ValueCountFrequency (%) 
Latin 4 100.0%
 
ValueCountFrequency (%) 
ASCII 4 100.0%
 

area_estudio
Categorical

HIGH CARDINALITY
Distinct count101
Unique (%)11.4%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
34 - Administración de empresas
 
117
222 - Idiomas y Filología
 
54
1 - Educación
 
42
813 - Deportes
 
42
32 - Periodismo e información
 
35
Other values (96)
594
ValueCountFrequency (%) 
34 - Administración de empresas 117 13.2%
 
222 - Idiomas y Filología 54 6.1%
 
1 - Educación 42 4.8%
 
813 - Deportes 42 4.8%
 
32 - Periodismo e información 35 4.0%
 
340 - Administración de empresas (programas generales) 27 3.1%
 
144 - Formación del profesorado de niveles básicos 25 2.8%
 
38 - Derecho 22 2.5%
 
481 - Informática 21 2.4%
 
421 - Biología y bioquímica 20 2.3%
 
Other values (91) 479 54.2%
 

Length

Max length98
Mean length29.41742081
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 30 46.9%
 
Uppercase_Letter 18 28.1%
 
Decimal_Number 10 15.6%
 
Other_Punctuation 2 3.1%
 
Close_Punctuation 1 1.6%
 
Dash_Punctuation 1 1.6%
 
Space_Separator 1 1.6%
 
Open_Punctuation 1 1.6%
 
ValueCountFrequency (%) 
Latin 48 75.0%
 
Common 16 25.0%
 
ValueCountFrequency (%) 
ASCII 59 100.0%
 

titulacion
Categorical

HIGH CARDINALITY
Distinct count125
Unique (%)14.1%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
LICENCIADO EN ADMINISTRACION Y DIRECCION DE EMPRESAS
 
68
GRADUADO O GRADUADA EN ADMINISTRACION Y DIRECCION DE EMPRESAS
 
46
LICENCIADO EN CIENCIAS DE LA ACTIVIDAD FISICA Y DEL DEPORTE
 
45
DIPLOMADO EN CIENCIAS EMPRESARIALES
 
42
GRADUADO O GRADUADA EN EDUCACION PRIMARIA
 
40
Other values (120)
643
ValueCountFrequency (%) 
LICENCIADO EN ADMINISTRACION Y DIRECCION DE EMPRESAS 68 7.7%
 
GRADUADO O GRADUADA EN ADMINISTRACION Y DIRECCION DE EMPRESAS 46 5.2%
 
LICENCIADO EN CIENCIAS DE LA ACTIVIDAD FISICA Y DEL DEPORTE 45 5.1%
 
DIPLOMADO EN CIENCIAS EMPRESARIALES 42 4.8%
 
GRADUADO O GRADUADA EN EDUCACION PRIMARIA 40 4.5%
 
INGENIERO INDUSTRIAL 35 4.0%
 
INGENIERO AGRONOMO 27 3.1%
 
GRADUADO O GRADUADA EN ESTUDIOS INGLESES 26 2.9%
 
LICENCIADO EN COMUNICACION AUDIOVISUAL 24 2.7%
 
LICENCIADO EN FILOLOGIA INGLESA 23 2.6%
 
Other values (115) 508 57.5%
 

Length

Max length107
Mean length40.75904977
Min length7
ValueCountFrequency (%) 
Uppercase_Letter 27 84.4%
 
Decimal_Number 2 6.2%
 
Other_Punctuation 2 6.2%
 
Space_Separator 1 3.1%
 
ValueCountFrequency (%) 
Latin 27 84.4%
 
Common 5 15.6%
 
ValueCountFrequency (%) 
ASCII 31 100.0%
 

nivel_estudio
Categorical

Distinct count6
Unique (%)0.7%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
1L - Licenciatura
329
1G - Grado
270
1D - Diplomatura
152
S - Short Cycle (ciclo FP grado Superior)
77
F
 
47
ValueCountFrequency (%) 
1L - Licenciatura 329 37.2%
 
1G - Grado 270 30.5%
 
1D - Diplomatura 152 17.2%
 
S - Short Cycle (ciclo FP grado Superior) 77 8.7%
 
F 47 5.3%
 
2 - Second Cycle (Master) 9 1.0%
 

Length

Max length41
Mean length16.01131222
Min length1
ValueCountFrequency (%) 
Lowercase_Letter 17 54.8%
 
Uppercase_Letter 8 25.8%
 
Decimal_Number 2 6.5%
 
Close_Punctuation 1 3.2%
 
Dash_Punctuation 1 3.2%
 
Space_Separator 1 3.2%
 
Open_Punctuation 1 3.2%
 
ValueCountFrequency (%) 
Latin 25 80.6%
 
Common 6 19.4%
 
ValueCountFrequency (%) 
ASCII 31 100.0%
 

anos_estudio_previo_erasmus
Real number (ℝ≥0)

Distinct count10
Unique (%)1.1%
Missing1
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean3.2842582106455267
Minimum1.0
Maximum10.0
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile6
Maximum10
Range9
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.514724101
Coefficient of variation (CV)0.4612073729
Kurtosis1.587638373
Mean3.284258211
Median Absolute Deviation (MAD)1.185372629
Skewness1.01591383
Sum2900
Variance2.294389103
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3 247 27.9%
 
2 239 27.0%
 
4 168 19.0%
 
5 96 10.9%
 
1 64 7.2%
 
6 42 4.8%
 
7 12 1.4%
 
8 8 0.9%
 
9 5 0.6%
 
10 2 0.2%
 
(Missing) 1 0.1%
 
ValueCountFrequency (%) 
1 64 7.2%
 
2 239 27.0%
 
3 247 27.9%
 
4 168 19.0%
 
5 96 10.9%
 
ValueCountFrequency (%) 
10 2 0.2%
 
9 5 0.6%
 
8 8 0.9%
 
7 12 1.4%
 
6 42 4.8%
 

tipo_movilidad
Categorical

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
Estudios
827
Prácticas
 
57
ValueCountFrequency (%) 
Estudios 827 93.6%
 
Prácticas 57 6.4%
 

Length

Max length9
Mean length8.064479638
Min length8
ValueCountFrequency (%) 
Lowercase_Letter 10 83.3%
 
Uppercase_Letter 2 16.7%
 
ValueCountFrequency (%) 
Latin 12 100.0%
 
ValueCountFrequency (%) 
ASCII 11 100.0%
 

institucion_acogida
Categorical

HIGH CARDINALITY
MISSING
Distinct count153
Unique (%)18.5%
Missing57
Missing (%)6.4%
Memory size3.5 KiB
I PARMA01 - UNIVERSITA' DEGLI STUDI DI PARMA
 
45
UK PAISLEY01 - UNIVERSITY OF THE WEST OF SCOTLAND
 
43
UK CARDIFF01 - CARDIFF UNIVERSITY
 
22
I SALERNO01 - UNIVERSITA' DEGLI STUDI DI SALERNO
 
22
DK RISSKOV06 - VIA UNIVERSITY COLLEGE
 
20
Other values (148)
675
ValueCountFrequency (%) 
I PARMA01 - UNIVERSITA' DEGLI STUDI DI PARMA 45 5.1%
 
UK PAISLEY01 - UNIVERSITY OF THE WEST OF SCOTLAND 43 4.9%
 
UK CARDIFF01 - CARDIFF UNIVERSITY 22 2.5%
 
I SALERNO01 - UNIVERSITA' DEGLI STUDI DI SALERNO 22 2.5%
 
DK RISSKOV06 - VIA UNIVERSITY COLLEGE 20 2.3%
 
I BOLOGNA01 - UNIVERSITÀ DI BOLOGNA - ALMA MATER STUDIORUM 19 2.1%
 
P FARO02 - UNIVERSIDADE DO ALGARVE 19 2.1%
 
P AVEIRO01 - UNIVERSIDADE DE AVEIRO 19 2.1%
 
P COVILHA01 - UNIVERSIDADE DA BEIRA INTERIOR 16 1.8%
 
P EVORA01 - UNIVERSIDADE DE EVORA 16 1.8%
 
Other values (143) 586 66.3%
 
(Missing) 57 6.4%
 

Length

Max length87
Mean length42.2239819
Min length3
ValueCountFrequency (%) 
Uppercase_Letter 39 53.4%
 
Lowercase_Letter 16 21.9%
 
Decimal_Number 10 13.7%
 
Other_Punctuation 4 5.5%
 
Close_Punctuation 1 1.4%
 
Dash_Punctuation 1 1.4%
 
Space_Separator 1 1.4%
 
Open_Punctuation 1 1.4%
 
ValueCountFrequency (%) 
Latin 55 75.3%
 
Common 18 24.7%
 
ValueCountFrequency (%) 
ASCII 60 100.0%
 

estudios_duracion_meses
Real number (ℝ≥0)

MISSING
Distinct count21
Unique (%)2.5%
Missing57
Missing (%)6.4%
Infinite0
Infinite (%)0.0%
Mean9.069830713422007
Minimum3.0
Maximum11.25
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum3
5-th percentile8
Q19
median9
Q310
95-th percentile10
Maximum11.25
Range8.25
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.067716202
Coefficient of variation (CV)0.1177217344
Kurtosis11.69890572
Mean9.069830713
Median Absolute Deviation (MAD)0.5554414274
Skewness-3.019542381
Sum7500.75
Variance1.140017889
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9 466 52.7%
 
10 211 23.9%
 
9.75 21 2.4%
 
9.5 20 2.3%
 
8 17 1.9%
 
8.75 17 1.9%
 
8.5 14 1.6%
 
6 11 1.2%
 
8.25 9 1.0%
 
4 9 1.0%
 
Other values (11) 32 3.6%
 
(Missing) 57 6.4%
 
ValueCountFrequency (%) 
3 3 0.3%
 
4 9 1.0%
 
4.25 2 0.2%
 
4.75 5 0.6%
 
5 4 0.5%
 
ValueCountFrequency (%) 
11.25 1 0.1%
 
11 1 0.1%
 
10.75 2 0.2%
 
10.5 1 0.1%
 
10 211 23.9%
 

estudios_comienzo_mes
Categorical

MISSING
Distinct count5
Unique (%)0.6%
Missing57
Missing (%)6.4%
Memory size3.5 KiB
09 - Septiembre
468
10 - Octubre
320
08 - Agosto
 
25
01 - Enero
 
10
02 - Febrero
 
4
ValueCountFrequency (%) 
09 - Septiembre 468 52.9%
 
10 - Octubre 320 36.2%
 
08 - Agosto 25 2.8%
 
01 - Enero 10 1.1%
 
02 - Febrero 4 0.5%
 
(Missing) 57 6.4%
 

Length

Max length15
Mean length12.95701357
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 14 53.8%
 
Decimal_Number 5 19.2%
 
Uppercase_Letter 5 19.2%
 
Dash_Punctuation 1 3.8%
 
Space_Separator 1 3.8%
 
ValueCountFrequency (%) 
Latin 19 73.1%
 
Common 7 26.9%
 
ValueCountFrequency (%) 
ASCII 26 100.0%
 

estudios_num_creditos_ects
Categorical

MISSING
Distinct count3
Unique (%)0.4%
Missing57
Missing (%)6.4%
Memory size7.0 KiB
60
793
30
 
29
20
 
5
ValueCountFrequency (%) 
60 793 89.7%
 
30 29 3.3%
 
20 5 0.6%
 
(Missing) 57 6.4%
 

Length

Max length4
Mean length3.935520362
Min length3
ValueCountFrequency (%) 
Decimal_Number 4 57.1%
 
Lowercase_Letter 2 28.6%
 
Other_Punctuation 1 14.3%
 
ValueCountFrequency (%) 
Common 5 71.4%
 
Latin 2 28.6%
 
ValueCountFrequency (%) 
ASCII 7 100.0%
 

estudios_beca
Real number (ℝ≥0)

MISSING
Distinct count60
Unique (%)7.3%
Missing57
Missing (%)6.4%
Infinite0
Infinite (%)0.0%
Mean1243.6545973397822
Minimum333.0
Maximum2064.86
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum333
5-th percentile915.75
Q11080
median1235
Q31423.296
95-th percentile1655.87
Maximum2064.86
Range1731.86
Interquartile range (IQR)343.296

Descriptive statistics

Standard deviation258.131784
Coefficient of variation (CV)0.2075590639
Kurtosis0.4891364668
Mean1243.654597
Median Absolute Deviation (MAD)196.8170546
Skewness0.04766239041
Sum1028502.352
Variance66632.0179
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1080 122 13.8%
 
999 85 9.6%
 
1245.6 80 9.0%
 
1655.87 73 8.3%
 
1581.44 53 6.0%
 
1423.296 53 6.0%
 
1170 50 5.7%
 
1300 49 5.5%
 
1200 39 4.4%
 
1384 26 2.9%
 
Other values (50) 197 22.3%
 
(Missing) 57 6.4%
 
ValueCountFrequency (%) 
333 1 0.1%
 
360 1 0.1%
 
390 1 0.1%
 
444 1 0.1%
 
520 1 0.1%
 
ValueCountFrequency (%) 
2064.86 1 0.1%
 
1880.87 1 0.1%
 
1839.86 15 1.7%
 
1747.87 5 0.6%
 
1655.87 73 8.3%
 

practicas_pais
Categorical

MISSING
Distinct count13
Unique (%)22.8%
Missing827
Missing (%)93.6%
Memory size3.5 KiB
PT - Portugal
22
IT - Italy
8
UK - United Kingdom
7
IE - Ireland
7
NO - Norway
 
3
Other values (8)
10
ValueCountFrequency (%) 
PT - Portugal 22 2.5%
 
IT - Italy 8 0.9%
 
UK - United Kingdom 7 0.8%
 
IE - Ireland 7 0.8%
 
NO - Norway 3 0.3%
 
GR - Greece 2 0.2%
 
DE - Germany 2 0.2%
 
PL - Poland 1 0.1%
 
TR - Turkey 1 0.1%
 
SI - Slovenia 1 0.1%
 
Other values (3) 3 0.3%
 
(Missing) 827 93.6%
 

Length

Max length19
Mean length3.642533937
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 19 54.3%
 
Uppercase_Letter 14 40.0%
 
Dash_Punctuation 1 2.9%
 
Space_Separator 1 2.9%
 
ValueCountFrequency (%) 
Latin 33 94.3%
 
Common 2 5.7%
 
ValueCountFrequency (%) 
ASCII 35 100.0%
 

practicas_empresa
Categorical

HIGH CARDINALITY
MISSING
UNIFORM
Distinct count54
Unique (%)94.7%
Missing827
Missing (%)93.6%
Memory size3.5 KiB
BERGEN KOMMUNE
 
3
LABORATORIO DE ANALISSES QUIMICAS
 
2
UNIVERSITA´DEGLI STUDI DI CAMERINO (DIPARTIMENTO DI BOTANICA, RESERVA NATURALE MONTAGNA DI TORRIECHIO)
 
1
CAMARA MUNICIPAL VILAVIÇOSA
 
1
IFORCE COMMUNICATIONS S.A.
 
1
Other values (49)
49
ValueCountFrequency (%) 
BERGEN KOMMUNE 3 0.3%
 
LABORATORIO DE ANALISSES QUIMICAS 2 0.2%
 
UNIVERSITA´DEGLI STUDI DI CAMERINO (DIPARTIMENTO DI BOTANICA, RESERVA NATURALE MONTAGNA DI TORRIECHIO) 1 0.1%
 
CAMARA MUNICIPAL VILAVIÇOSA 1 0.1%
 
IFORCE COMMUNICATIONS S.A. 1 0.1%
 
A. SOCABO LUCIANO SOUSA ALVES LDA. 1 0.1%
 
CLARION HOTEL LIMERICK 1 0.1%
 
INSTITUTO PORTUGES DA JUVENTUDE CASTELO BRANCO 1 0.1%
 
ESCOLA SUPERIOR AGRARIA DE ELVAS 1 0.1%
 
GRUPO TREND 1 0.1%
 
Other values (44) 44 5.0%
 
(Missing) 827 93.6%
 

Length

Max length102
Mean length4.823529412
Min length3
ValueCountFrequency (%) 
Uppercase_Letter 28 43.1%
 
Lowercase_Letter 20 30.8%
 
Decimal_Number 6 9.2%
 
Other_Punctuation 5 7.7%
 
Close_Punctuation 1 1.5%
 
Dash_Punctuation 1 1.5%
 
Space_Separator 1 1.5%
 
Modifier_Symbol 1 1.5%
 
Control 1 1.5%
 
Open_Punctuation 1 1.5%
 
ValueCountFrequency (%) 
Latin 48 73.8%
 
Common 17 26.2%
 
ValueCountFrequency (%) 
ASCII 61 98.4%
 
Punctuation 1 1.6%
 

practicas_empresa_tam
Categorical

MISSING
Distinct count3
Unique (%)5.3%
Missing827
Missing (%)93.6%
Memory size3.5 KiB
M (51-250)
25
S (<50)
18
L (>250)
14
ValueCountFrequency (%) 
M (51-250) 25 2.8%
 
S (<50) 18 2.0%
 
L (>250) 14 1.6%
 
(Missing) 827 93.6%
 

Length

Max length10
Mean length3.358597285
Min length3
ValueCountFrequency (%) 
Decimal_Number 4 26.7%
 
Uppercase_Letter 3 20.0%
 
Lowercase_Letter 2 13.3%
 
Math_Symbol 2 13.3%
 
Close_Punctuation 1 6.7%
 
Dash_Punctuation 1 6.7%
 
Space_Separator 1 6.7%
 
Open_Punctuation 1 6.7%
 
ValueCountFrequency (%) 
Common 10 66.7%
 
Latin 5 33.3%
 
ValueCountFrequency (%) 
ASCII 15 100.0%
 

practicas_empresa_tipo
Categorical

MISSING
Distinct count10
Unique (%)17.5%
Missing827
Missing (%)93.6%
Memory size3.5 KiB
P - Education
19
S - Other Service Activities
14
M - Professional, Scientific And Technical Activities
5
I - Accommodation And Food Service Activities
4
A - Agriculture, Forestry And Fishing
4
Other values (5)
11
ValueCountFrequency (%) 
P - Education 19 2.1%
 
S - Other Service Activities 14 1.6%
 
M - Professional, Scientific And Technical Activities 5 0.6%
 
I - Accommodation And Food Service Activities 4 0.5%
 
A - Agriculture, Forestry And Fishing 4 0.5%
 
J - Information And Communication 4 0.5%
 
R - Arts, Entertainment And Recreation 3 0.3%
 
O - Public Administration And Defence; Compulsory Social Security 2 0.2%
 
U - Activities Of Extraterritorial Organizations And Bodies 1 0.1%
 
K - Financial And Insurance Activities 1 0.1%
 
(Missing) 827 93.6%
 

Length

Max length65
Mean length4.735294118
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 22 52.4%
 
Uppercase_Letter 16 38.1%
 
Other_Punctuation 2 4.8%
 
Dash_Punctuation 1 2.4%
 
Space_Separator 1 2.4%
 
ValueCountFrequency (%) 
Latin 38 90.5%
 
Common 4 9.5%
 
ValueCountFrequency (%) 
ASCII 42 100.0%
 

practicas_duracion_meses
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
Distinct count9
Unique (%)15.8%
Missing827
Missing (%)93.6%
Infinite0
Infinite (%)0.0%
Mean5.412280701754386
Minimum3.0
Maximum10.0
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum3
5-th percentile3
Q13
median5
Q37
95-th percentile9.2
Maximum10
Range7
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.418534841
Coefficient of variation (CV)0.4468605703
Kurtosis-1.172075906
Mean5.412280702
Median Absolute Deviation (MAD)2.115112342
Skewness0.5055964965
Sum308.5
Variance5.849310777
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3 21 2.4%
 
6 8 0.9%
 
9 7 0.8%
 
5 5 0.6%
 
7 4 0.5%
 
8 4 0.5%
 
4 4 0.5%
 
10 3 0.3%
 
3.5 1 0.1%
 
(Missing) 827 93.6%
 
ValueCountFrequency (%) 
3 21 2.4%
 
3.5 1 0.1%
 
4 4 0.5%
 
5 5 0.6%
 
6 8 0.9%
 
ValueCountFrequency (%) 
10 3 0.3%
 
9 7 0.8%
 
8 4 0.5%
 
7 4 0.5%
 
6 8 0.9%
 

practicas_comienzo_mes
Categorical

MISSING
Distinct count11
Unique (%)19.3%
Missing827
Missing (%)93.6%
Memory size3.5 KiB
10 - Octubre
11
07 - Julio
10
09 - Septiembre
8
02 - Febrero
7
11 - Noviembre
5
Other values (6)
16
ValueCountFrequency (%) 
10 - Octubre 11 1.2%
 
07 - Julio 10 1.1%
 
09 - Septiembre 8 0.9%
 
02 - Febrero 7 0.8%
 
11 - Noviembre 5 0.6%
 
03 - Marzo 5 0.6%
 
08 - Agosto 3 0.3%
 
06 - Junio 3 0.3%
 
04 - Abril 3 0.3%
 
12 - Diciembre 1 0.1%
 
(Missing) 827 93.6%
 

Length

Max length15
Mean length3.567873303
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 17 45.9%
 
Decimal_Number 9 24.3%
 
Uppercase_Letter 9 24.3%
 
Dash_Punctuation 1 2.7%
 
Space_Separator 1 2.7%
 
ValueCountFrequency (%) 
Latin 26 70.3%
 
Common 11 29.7%
 
ValueCountFrequency (%) 
ASCII 37 100.0%
 

practicas_num_creditos_ects
Real number (ℝ≥0)

MISSING
Distinct count11
Unique (%)19.3%
Missing827
Missing (%)93.6%
Infinite0
Infinite (%)0.0%
Mean21.596491228070175
Minimum10.0
Maximum60.0
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum10
5-th percentile10
Q115
median16
Q330
95-th percentile41
Maximum60
Range50
Interquartile range (IQR)15

Descriptive statistics

Standard deviation11.9490879
Coefficient of variation (CV)0.553288392
Kurtosis2.172829183
Mean21.59649123
Median Absolute Deviation (MAD)9.258233303
Skewness1.530436825
Sum1231
Variance142.7807018
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
15 16 1.8%
 
10 9 1.0%
 
20 9 1.0%
 
30 8 0.9%
 
40 5 0.6%
 
16 3 0.3%
 
60 2 0.2%
 
12 2 0.2%
 
45 1 0.1%
 
18 1 0.1%
 
(Missing) 827 93.6%
 
ValueCountFrequency (%) 
10 9 1.0%
 
12 2 0.2%
 
15 16 1.8%
 
16 3 0.3%
 
18 1 0.1%
 
ValueCountFrequency (%) 
60 2 0.2%
 
45 1 0.1%
 
40 5 0.6%
 
30 8 0.9%
 
26 1 0.1%
 

practicas_beca
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
Distinct count28
Unique (%)49.1%
Missing827
Missing (%)93.6%
Infinite0
Infinite (%)0.0%
Mean1826.7136842105263
Minimum870.0
Maximum4012.4
Zeros0
Zeros (%)0.0%
Memory size7.0 KiB

Quantile statistics

Minimum870
5-th percentile870
Q1900
median1500
Q32880
95-th percentile3457.806
Maximum4012.4
Range3142.4
Interquartile range (IQR)1980

Descriptive statistics

Standard deviation955.5405572
Coefficient of variation (CV)0.5230926803
Kurtosis-0.986918367
Mean1826.713684
Median Absolute Deviation (MAD)821.4293998
Skewness0.6199300958
Sum104122.68
Variance913057.7564
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
870 11 1.2%
 
900 7 0.8%
 
2880 5 0.6%
 
1920 5 0.6%
 
1500 3 0.3%
 
1200 2 0.2%
 
3166.3 2 0.2%
 
3240 2 0.2%
 
2240 1 0.1%
 
1740 1 0.1%
 
Other values (18) 18 2.0%
 
(Missing) 827 93.6%
 
ValueCountFrequency (%) 
870 11 1.2%
 
900 7 0.8%
 
960 1 0.1%
 
1050 1 0.1%
 
1080 1 0.1%
 
ValueCountFrequency (%) 
4012.4 1 0.1%
 
3589.35 1 0.1%
 
3589.03 1 0.1%
 
3425 1 0.1%
 
3240 2 0.2%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
S
761
N
 
123
ValueCountFrequency (%) 
S 761 86.1%
 
N 123 13.9%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Uppercase_Letter 2 100.0%
 
ValueCountFrequency (%) 
Latin 2 100.0%
 
ValueCountFrequency (%) 
ASCII 2 100.0%
 
Distinct count11
Unique (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
PT
288
EN
250
IT
214
FR
60
DE
 
44
Other values (6)
 
28
ValueCountFrequency (%) 
PT 288 32.6%
 
EN 250 28.3%
 
IT 214 24.2%
 
FR 60 6.8%
 
DE 44 5.0%
 
GB 23 2.6%
 
CZ 1 0.1%
 
GR 1 0.1%
 
TR 1 0.1%
 
EL 1 0.1%
 

Length

Max length2
Mean length2
Min length2
ValueCountFrequency (%) 
Uppercase_Letter 13 100.0%
 
ValueCountFrequency (%) 
Latin 13 100.0%
 
ValueCountFrequency (%) 
ASCII 13 100.0%
 
Distinct count3
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
N
861
S
 
22
P
 
1
ValueCountFrequency (%) 
N 861 97.4%
 
S 22 2.5%
 
P 1 0.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Uppercase_Letter 3 100.0%
 
ValueCountFrequency (%) 
Latin 3 100.0%
 
ValueCountFrequency (%) 
ASCII 3 100.0%
 
Distinct count3
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
N
709
O
156
D
 
19
ValueCountFrequency (%) 
N 709 80.2%
 
O 156 17.6%
 
D 19 2.1%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Uppercase_Letter 3 100.0%
 
ValueCountFrequency (%) 
Latin 3 100.0%
 
ValueCountFrequency (%) 
ASCII 3 100.0%
 

eilc_sms_beca
Categorical

MISSING
Distinct count3
Unique (%)42.9%
Missing877
Missing (%)99.2%
Memory size7.0 KiB
225
5
375
 
1
300
 
1
ValueCountFrequency (%) 
225 5 0.6%
 
375 1 0.1%
 
300 1 0.1%
 
(Missing) 877 99.2%
 

Length

Max length5
Mean length3.015837104
Min length3
ValueCountFrequency (%) 
Decimal_Number 5 62.5%
 
Lowercase_Letter 2 25.0%
 
Other_Punctuation 1 12.5%
 
ValueCountFrequency (%) 
Common 6 75.0%
 
Latin 2 25.0%
 
ValueCountFrequency (%) 
ASCII 8 100.0%
 

eilc_smp_beca
Unsupported

MISSING
REJECTED
UNSUPPORTED
Missing884
Missing (%)100.0%
Memory size7.0 KiB

eilc_sms_duracion
Categorical

MISSING
Distinct count3
Unique (%)42.9%
Missing877
Missing (%)99.2%
Memory size3.5 KiB
0,75
5
1
 
1
1,25
 
1
ValueCountFrequency (%) 
0,75 5 0.6%
 
1 1 0.1%
 
1,25 1 0.1%
 
(Missing) 877 99.2%
 

Length

Max length4
Mean length3.004524887
Min length1
ValueCountFrequency (%) 
Decimal_Number 5 62.5%
 
Lowercase_Letter 2 25.0%
 
Other_Punctuation 1 12.5%
 
ValueCountFrequency (%) 
Common 6 75.0%
 
Latin 2 25.0%
 
ValueCountFrequency (%) 
ASCII 8 100.0%
 

estudios_pais
Categorical

MISSING
Distinct count23
Unique (%)2.8%
Missing57
Missing (%)6.4%
Memory size3.5 KiB
PT - Portugal
266
IT - Italy
206
UK - United Kingdom
104
FR - France
 
52
DE - Germany
 
39
Other values (18)
160
ValueCountFrequency (%) 
PT - Portugal 266 30.1%
 
IT - Italy 206 23.3%
 
UK - United Kingdom 104 11.8%
 
FR - France 52 5.9%
 
DE - Germany 39 4.4%
 
DK - Denmark 23 2.6%
 
IE - Ireland 22 2.5%
 
PL - Poland 22 2.5%
 
FI - Finland 11 1.2%
 
NO - Norway 10 1.1%
 
Other values (13) 72 8.1%
 
(Missing) 57 6.4%
 

Length

Max length19
Mean length12.13800905
Min length3
ValueCountFrequency (%) 
Lowercase_Letter 23 50.0%
 
Uppercase_Letter 19 41.3%
 
Open_Punctuation 1 2.2%
 
Close_Punctuation 1 2.2%
 
Dash_Punctuation 1 2.2%
 
Space_Separator 1 2.2%
 
ValueCountFrequency (%) 
Latin 42 91.3%
 
Common 4 8.7%
 
ValueCountFrequency (%) 
ASCII 46 100.0%
 

pais_destino
Categorical

Distinct count23
Unique (%)2.6%
Missing0
Missing (%)0.0%
Memory size3.5 KiB
PT - Portugal
288
IT - Italy
214
UK - United Kingdom
111
FR - France
 
52
DE - Germany
 
41
Other values (18)
178
ValueCountFrequency (%) 
PT - Portugal 288 32.6%
 
IT - Italy 214 24.2%
 
UK - United Kingdom 111 12.6%
 
FR - France 52 5.9%
 
DE - Germany 41 4.6%
 
IE - Ireland 29 3.3%
 
PL - Poland 23 2.6%
 
DK - Denmark 23 2.6%
 
NO - Norway 13 1.5%
 
GR - Greece 12 1.4%
 
Other values (13) 78 8.8%
 

Length

Max length19
Mean length12.78054299
Min length10
ValueCountFrequency (%) 
Lowercase_Letter 23 50.0%
 
Uppercase_Letter 19 41.3%
 
Open_Punctuation 1 2.2%
 
Close_Punctuation 1 2.2%
 
Dash_Punctuation 1 2.2%
 
Space_Separator 1 2.2%
 
ValueCountFrequency (%) 
Latin 42 91.3%
 
Common 4 8.7%
 
ValueCountFrequency (%) 
ASCII 46 100.0%
 

total
Boolean

CONSTANT
REJECTED
Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size7.0 KiB
1
884
ValueCountFrequency (%) 
1 884 100.0%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Missing values

Sample

First rows

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012712008/20092a35e7f13bdc6ea7a04b251463adceb86ca3d77d57dc231c06ed1ed96923786c04f2b3129dd05bc17bc68e2079237be8920ba3d28277f739f952dc9d67ba4e6522HES723 - Enfermería, obstetricia y fisioterapiaDIPLOMADO EN ENFERMERIA1D - Diplomatura2.0EstudiosI FIRENZE01 - UNIVERSITA' DEGLI STUDI DI FIRENZE9.010 - Octubre60.01655.87NaNNaNNaNNaNNaNNaNNaNNaNSITNNNaNNaNNaNIT - ItalyIT - Italy1
119932010/2011491fc9b9628d9f43fb1e27960707dcb0ed7bbd3b3e066a18df72240f4485726371f4826a9cd2464bc260667a53a7d0e874f8e1dc2b28322339bfaa031248fde820HES6 - Agricultura y veterinariaINGENIERO AGRONOMO1L - Licenciatura3.0EstudiosP BEJA01 - INSTITUTO POLITÉCNICO DE BEJA9.010 - Octubre60.01080.00NaNNaNNaNNaNNaNNaNNaNNaNSPTNNNaNNaNNaNPT - PortugalPT - Portugal1
224892011/20127ba6ff8737892c3c68870ff9dd6fa626866a9ab97ca32695772bcd6e82998ef87f28c7a2823f0b4dc029f0b2990e5aa25866a3ab3e57aa8809c992ce26ca50d921MES524 - Química y procesosINGENIERO QUIMICO1L - Licenciatura4.0EstudiosI BOLOGNA01 - UNIVERSITÀ DI BOLOGNA - ALMA MATER STUDIORUM10.009 - Septiembre60.01110.00NaNNaNNaNNaNNaNNaNNaNNaNSITNONaNNaNNaNIT - ItalyIT - Italy1
313822009/2010ed88535b7d9c133936ac4f096578eaf10d9b64a3cfc11888307331fa0d42efb5d8bb32cfc34e4cbe8815700650daf380cc997cc6007048c41635e0ace6b4040220MES314 - EconomíaLICENCIADO EN ECONOMIA1L - Licenciatura3.0EstudiosI PARMA01 - UNIVERSITA' DEGLI STUDI DI PARMA9.009 - Septiembre60.01245.60NaNNaNNaNNaNNaNNaNNaNNaNSITNNNaNNaNNaNIT - ItalyIT - Italy1
412532008/200964bed883fa25ed89bd7b810be60ca5f3f6559700f475fdcc09797fd7fdd50014e9715cccc98b730f96ff3578437e45d731776eccdbee86d930ef54f0e1843d3c20MES21 - ArtesLICENCIADO EN HISTORIA DEL ARTE1L - Licenciatura3.0EstudiosI NAPOLI02 - UNIVERSITA' DEGLI STUDI DI NAPOLI L'ORIENTALE9.010 - Octubre60.01655.87NaNNaNNaNNaNNaNNaNNaNNaNSITNNNaNNaNNaNIT - ItalyIT - Italy1
524832011/2012093a76112667273d750ea9a33092fae60d054cc5c19d820c425ceb5386a157b8f328d386062f59b362aea004ad46ae330b69ebb105fe925aa521f1feb269d8ef20HES222 - Idiomas y FilologíaLICENCIADO EN FILOLOGIA HISPANICA1L - Licenciatura3.0EstudiosI TRIESTE01 - UNIVERSITA' DEGLI STUDI DI TRIESTE9.010 - Octubre60.0999.00NaNNaNNaNNaNNaNNaNNaNNaNSITNONaNNaNNaNIT - ItalyIT - Italy1
634262012/2013098f54ffb4d29b68d1a1c79b733d8fa00d01e2534cb77683f28abb026660abe7ae2ecd1e63b53e3c726fe263324327aea95b18f206593fa22b3d9ae25af6f6c919HES144 - Formación del profesorado de niveles básicosGRADUADO O GRADUADA EN EDUCACION PRIMARIA1G - Grado2.0EstudiosD WEINGAR01 - PAEDAGOGISCHE HOCHSCHULE WEINGARTEN10.009 - Septiembre30.01300.00NaNNaNNaNNaNNaNNaNNaNNaNSDENNNaNNaNNaNDE - GermanyDE - Germany1
730802012/20130b3543e8af9d4d1d8d1aa0fb7dd260c96fec2cc6569d9ef0d2aaf8e1a012d0e84705123ea49a2dad8f00dc3434560df60838d3d984e51ba3067c202722517aaa28HES34 - Administración de empresasGRADUADO O GRADUADA EN ADMINISTRACION Y DIRECCION DE EMPRESAS1G - Grado2.0EstudiosI SALERNO01 - UNIVERSITA' DEGLI STUDI DI SALERNO8.009 - Septiembre60.01040.00NaNNaNNaNNaNNaNNaNNaNNaNSITNNNaNNaNNaNIT - ItalyIT - Italy1
815212009/201003f5ade3d0d558cc3c65c9e8f0cd1a26a4f0b0bfd062d521cf45d63e2b72943718aa6d0837ef752af0b35673d5406ab5a91be2fb51c6e343cae740d7fe28343322HES34 - Administración de empresasLICENCIADO EN ADMINISTRACION Y DIRECCION DE EMPRESAS1L - Licenciatura1.0EstudiosPL LODZ15 - WYZSZA SZKOLA STUDIÓW MIÊDZYNARODOWYCH9.009 - Septiembre60.01245.60NaNNaNNaNNaNNaNNaNNaNNaNNENNNNaNNaNNaNPL - PolandPL - Poland1
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Last rows

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